Selected work
Kora
Graph-first memory engine for AI agents. Apache AGE and pgvector in one Postgres instance, running in your own cluster.
90.9 → 16.2 ms
Helix
Agent development environment. The upstream wire type carried only input and output tokens, so it saw 0.3% of a turn's real usage and priced it at $0.000365 instead of $0.014563.
40× mispricing
Order management audit
Security and correctness audit of a production order management system. Found an endpoint returning database credentials without authentication, and 99 of 127 async endpoints doing blocking I/O on the event loop.
82 findings
Indic voice RAG
Voice question answering over an Indic corpus. Showed with arithmetic that the brief's own sub-200ms target was unreachable with hosted speech-to-text and a hosted model, since network round trips alone exceed the budget.
<200 ms refuted